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Alessandro Sperduti
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Publications
- 2022
- [j61]Luca Oneto, Nicolò Navarin, Battista Biggio, Federico Errica, Alessio Micheli, Franco Scarselli, Monica Bianchini, Luca Demetrio, Pietro Bongini, Armando Tacchella, Alessandro Sperduti:
Towards learning trustworthily, automatically, and with guarantees on graphs: An overview. Neurocomputing 493: 217-243 (2022) - 2021
- [c131]Luca Oneto, Nicolò Navarin, Battista Biggio, Federico Errica, Alessio Micheli, Franco Scarselli, Monica Bianchini, Alessandro Sperduti:
Complex Data: Learning Trustworthily, Automatically, and with Guarantees. ESANN 2021 - 2019
- [c113]Benjamin Paaßen, Claudio Gallicchio, Alessio Micheli, Alessandro Sperduti:
Embeddings and Representation Learning for Structured Data. ESANN 2019 - [i16]Benjamin Paaßen, Claudio Gallicchio, Alessio Micheli, Alessandro Sperduti:
Embeddings and Representation Learning for Structured Data. CoRR abs/1905.06147 (2019) - 2018
- [j45]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Generative Kernels for Tree-Structured Data. IEEE Trans. Neural Networks Learn. Syst. 29(10): 4932-4946 (2018) - 2014
- [c84]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Modeling Bi-directional Tree Contexts by Generative Transductions. ICONIP (1) 2014: 543-550 - [c82]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Integrating bi-directional contexts in a generative kernel for trees. IJCNN 2014: 4145-4151 - 2013
- [j36]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
An input-output hidden Markov model for tree transductions. Neurocomputing 112: 34-46 (2013) - [j35]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Compositional Generative Mapping for Tree-Structured Data - Part II: Topographic Projection Model. IEEE Trans. Neural Networks Learn. Syst. 24(2): 231-247 (2013) - 2012
- [j34]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Compositional Generative Mapping for Tree-Structured Data - Part I: Bottom-Up Probabilistic Modeling of Trees. IEEE Trans. Neural Networks Learn. Syst. 23(12): 1987-2002 (2012) - [c76]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Input-Output Hidden Markov Models for trees. ESANN 2012 - [c74]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
A Generative Multiset Kernel for Structured Data. ICANN (1) 2012: 57-64 - 2011
- [c66]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Adaptive tree kernel by multinomial generative topographic mapping. IJCNN 2011: 1651-1658 - 2010
- [c60]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Bottom-Up Generative Modeling of Tree-Structured Data. ICONIP (1) 2010: 660-668 - [c59]Davide Bacciu, Alessio Micheli, Alessandro Sperduti:
Compositional generative mapping of structured data. IJCNN 2010: 1-8 - 2009
- [e3]Francesco Masulli, Alessio Micheli, Alessandro Sperduti:
Computational Intelligence and Bioengineering - Essays in Memory of Antonina Starita. Frontiers in Artificial Intelligence and Applications 196, IOS Press 2009, ISBN 978-1-60750-010-0 [contents] - 2007
- [c47]Alessio Micheli, Alessandro Sperduti:
Recursive Principal Component Analysis of Graphs. ICANN (2) 2007: 826-835 - [p2]Barbara Hammer, Alessio Micheli, Alessandro Sperduti:
Adaptive Contextual Processing of Structured Data by Recursive Neural Networks: A Survey of Computational Properties. Perspectives of Neural-Symbolic Integration 2007: 67-94 - [i1]Barbara Hammer, Alessio Micheli, Alessandro Sperduti:
A general framework for unsupervised preocessing of structured data. Probabilistic, Logical and Relational Learning - A Further Synthesis 2007 - 2006
- [j27]Luca Bernazzani, Celia Duce, Alessio Micheli, Vincenzo Mollica, Alessandro Sperduti, Antonina Starita, Maria Rosaria Tiné:
Predicting Physical-Chemical Properties of Compounds from Molecular Structures by Recursive Neural Networks. J. Chem. Inf. Model. 46(5): 2030-2042 (2006) - 2005
- [j26]Alessio Micheli, Filippo Portera, Alessandro Sperduti:
A preliminary empirical comparison of recursive neural networks and tree kernel methods on regression tasks for tree structured domains. Neurocomputing 64: 73-92 (2005) - [j24]Barbara Hammer, Alessio Micheli, Alessandro Sperduti:
Universal Approximation Capability of Cascade Correlation for Structures. Neural Comput. 17(5): 1109-1159 (2005) - 2004
- [j20]Barbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert:
A general framework for unsupervised processing of structured data. Neurocomputing 57: 3-35 (2004) - [j19]Barbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert:
Recursive self-organizing network models. Neural Networks 17(8-9): 1061-1085 (2004) - [j18]Alessio Micheli, Diego Sona, Alessandro Sperduti:
Contextual processing of structured data by recursive cascade correlation. IEEE Trans. Neural Networks 15(6): 1396-1410 (2004) - [c35]Alessio Micheli, Filippo Portera, Alessandro Sperduti:
A preliminary experimental comparison of recursive neural networks and a tree kernel method for QSAR/QSPR regression tasks. ESANN 2004: 293-298 - 2003
- [c31]Alessio Micheli, Diego Sona, Alessandro Sperduti:
Formal Determination of Context in Contextual Recursive Cascade Correlation Networks. ICANN 2003: 173-180 - [c29]Alessio Micheli, Filippo Portera, Alessandro Sperduti:
QSAR/QSPR Studies by Kernel Machines, Recursive Neural Networks and Their Integration. WIRN 2003: 308-315 - 2002
- [c27]Barbara Hammer, Alessio Micheli, Alessandro Sperduti:
A general framework for unsupervised processing of structured data. ESANN 2002: 389-394 - 2001
- [j13]Alessio Micheli, Alessandro Sperduti, Antonina Starita, Anna Maria Bianucci:
Analysis of the Internal Representations Developed by Neural Networks for Structures Applied to Quantitative Structure-Activity Relationship Studies of Benzodiazepines. J. Chem. Inf. Comput. Sci. 41(2): 202-218 (2001) - 2000
- [j12]Anna Maria Bianucci, Alessio Micheli, Alessandro Sperduti, Antonina Starita:
Application of Cascade Correlation Networks for Structures to Chemistry. Appl. Intell. 12(1-2): 115-145 (2000) - [c17]Alessio Micheli, Diego Sona, Alessandro Sperduti:
Bi-Causal Recurrent Cascade Correlation. IJCNN (3) 2000: 3-8
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